Overview

Brought to you by YData

Dataset statistics

Number of variables	25
Number of observations	3000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	486.9 B

Variable types

Numeric	19
Text	2
Categorical	4

Alerts

`Addiction_Level` is highly overall correlated with `Daily_Usage_Hours`	High correlation
`Daily_Usage_Hours` is highly overall correlated with `Addiction_Level`	High correlation
`ID` is uniformly distributed	Uniform
`ID` has unique values	Unique
`Social_Interactions` has 257 (8.6%) zeros	Zeros
`Exercise_Hours` has 366 (12.2%) zeros	Zeros
`Screen_Time_Before_Bed` has 89 (3.0%) zeros	Zeros
`Time_on_Gaming` has 205 (6.8%) zeros	Zeros
`Time_on_Education` has 250 (8.3%) zeros	Zeros

Reproduction

Analysis started	2025-07-19 00:13:25.812586
Analysis finished	2025-07-19 00:14:54.237526
Duration	1 minute and 28.42 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

ID
Real number (ℝ)

Uniform Unique

Distinct	3000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1500.5

Minimum	1
Maximum	3000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	1
5-th percentile	150.95
Q1	750.75
median	1500.5
Q3	2250.25
95-th percentile	2850.05
Maximum	3000
Range	2999
Interquartile range (IQR)	1499.5

Descriptive statistics

Standard deviation	866.16973
Coefficient of variation (CV)	0.57725407
Kurtosis	-1.2
Mean	1500.5
Median Absolute Deviation (MAD)	750
Skewness	0
Sum	4501500
Variance	750250
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
2004	1	< 0.1%
1995	1	< 0.1%
1996	1	< 0.1%
1997	1	< 0.1%
1998	1	< 0.1%
1999	1	< 0.1%
2000	1	< 0.1%
2001	1	< 0.1%
2002	1	< 0.1%
Other values (2990)	2990	99.7%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
3000	1	< 0.1%
2999	1	< 0.1%
2998	1	< 0.1%
2997	1	< 0.1%
2996	1	< 0.1%
2995	1	< 0.1%
2994	1	< 0.1%
2993	1	< 0.1%
2992	1	< 0.1%
2991	1	< 0.1%

Name
Text

Distinct	2933
Distinct (%)	97.8%
Missing	0
Missing (%)	0.0%
Memory size	206.1 KiB

Length

Max length	26
Median length	22
Mean length	13.316667
Min length	6

Characters and Unicode

Total characters	39950
Distinct characters	54
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2871 ?
Unique (%)	95.7%

Sample

1st row	Shannon Francis
2nd row	Scott Rodriguez
3rd row	Adrian Knox
4th row	Brittany Hamilton
5th row	Steven Smith

Value	Count	Frequency (%)
michael	77	1.3%
smith	68	1.1%
williams	54	0.9%
johnson	54	0.9%
robert	50	0.8%
brown	50	0.8%
john	49	0.8%
jones	45	0.7%
christopher	43	0.7%
james	43	0.7%
Other values (1294)	5603	91.3%

Most occurring characters

Value	Count	Frequency (%)
e	3749	9.4%
a	3628	9.1%
	3136	7.8%
n	2945	7.4%
r	2824	7.1%
i	2483	6.2%
l	2131	5.3%
o	2110	5.3%
s	1830	4.6%
t	1384	3.5%
Other values (44)	13730	34.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	39950	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	3749	9.4%
a	3628	9.1%
	3136	7.8%
n	2945	7.4%
r	2824	7.1%
i	2483	6.2%
l	2131	5.3%
o	2110	5.3%
s	1830	4.6%
t	1384	3.5%
Other values (44)	13730	34.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	39950	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	3749	9.4%
a	3628	9.1%
	3136	7.8%
n	2945	7.4%
r	2824	7.1%
i	2483	6.2%
l	2131	5.3%
o	2110	5.3%
s	1830	4.6%
t	1384	3.5%
Other values (44)	13730	34.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	39950	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	3749	9.4%
a	3628	9.1%
	3136	7.8%
n	2945	7.4%
r	2824	7.1%
i	2483	6.2%
l	2131	5.3%
o	2110	5.3%
s	1830	4.6%
t	1384	3.5%
Other values (44)	13730	34.4%

Age
Real number (ℝ)

Distinct	7
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.969667

Minimum	13
Maximum	19
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	13
5-th percentile	13
Q1	14
median	16
Q3	18
95-th percentile	19
Maximum	19
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.9894889
Coefficient of variation (CV)	0.12457924
Kurtosis	-1.2243572
Mean	15.969667
Median Absolute Deviation (MAD)	2
Skewness	0.025138831
Sum	47909
Variance	3.9580659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
16	467	15.6%
13	433	14.4%
15	431	14.4%
14	427	14.2%
19	421	14.0%
17	412	13.7%
18	409	13.6%

Value	Count	Frequency (%)
13	433	14.4%
14	427	14.2%
15	431	14.4%
16	467	15.6%
17	412	13.7%
18	409	13.6%
19	421	14.0%

Value	Count	Frequency (%)
19	421	14.0%
18	409	13.6%
17	412	13.7%
16	467	15.6%
15	431	14.4%
14	427	14.2%
13	433	14.4%

Gender
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.8 KiB

Male	1016
Female	1007
Other	977

Length

Max length	6
Median length	5
Mean length	4.997
Min length	4

Characters and Unicode

Total characters	14991
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Other
4th row	Female
5th row	Other

Common Values

Value	Count	Frequency (%)
Male	1016	33.9%
Female	1007	33.6%
Other	977	32.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	1016	33.9%
female	1007	33.6%
other	977	32.6%

Most occurring characters

Value	Count	Frequency (%)
e	4007	26.7%
a	2023	13.5%
l	2023	13.5%
M	1016	6.8%
F	1007	6.7%
m	1007	6.7%
O	977	6.5%
t	977	6.5%
h	977	6.5%
r	977	6.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14991	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	4007	26.7%
a	2023	13.5%
l	2023	13.5%
M	1016	6.8%
F	1007	6.7%
m	1007	6.7%
O	977	6.5%
t	977	6.5%
h	977	6.5%
r	977	6.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14991	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	4007	26.7%
a	2023	13.5%
l	2023	13.5%
M	1016	6.8%
F	1007	6.7%
m	1007	6.7%
O	977	6.5%
t	977	6.5%
h	977	6.5%
r	977	6.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14991	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	4007	26.7%
a	2023	13.5%
l	2023	13.5%
M	1016	6.8%
F	1007	6.7%
m	1007	6.7%
O	977	6.5%
t	977	6.5%
h	977	6.5%
r	977	6.5%

Location
Text

Distinct	2726
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Memory size	202.5 KiB

Length

Max length	23
Median length	20
Mean length	12.066333
Min length	6

Characters and Unicode

Total characters	36199
Distinct characters	50
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2500 ?
Unique (%)	83.3%

Sample

1st row	Hansonfort
2nd row	Theodorefort
3rd row	Lindseystad
4th row	West Anthony
5th row	Port Lindsaystad

Value	Count	Frequency (%)
north	232	5.1%
lake	228	5.0%
east	222	4.9%
port	219	4.8%
south	215	4.7%
new	214	4.7%
west	205	4.5%
michael	25	0.6%
david	13	0.3%
john	11	0.2%
Other values (2217)	2951	65.1%

Most occurring characters

Value	Count	Frequency (%)
e	3390	9.4%
a	2947	8.1%
t	2823	7.8%
r	2772	7.7%
o	2439	6.7%
h	2056	5.7%
n	1938	5.4%
i	1745	4.8%
s	1723	4.8%
	1535	4.2%
Other values (40)	12831	35.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	36199	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	3390	9.4%
a	2947	8.1%
t	2823	7.8%
r	2772	7.7%
o	2439	6.7%
h	2056	5.7%
n	1938	5.4%
i	1745	4.8%
s	1723	4.8%
	1535	4.2%
Other values (40)	12831	35.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	36199	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	3390	9.4%
a	2947	8.1%
t	2823	7.8%
r	2772	7.7%
o	2439	6.7%
h	2056	5.7%
n	1938	5.4%
i	1745	4.8%
s	1723	4.8%
	1535	4.2%
Other values (40)	12831	35.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	36199	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	3390	9.4%
a	2947	8.1%
t	2823	7.8%
r	2772	7.7%
o	2439	6.7%
h	2056	5.7%
n	1938	5.4%
i	1745	4.8%
s	1723	4.8%
	1535	4.2%
Other values (40)	12831	35.4%

School_Grade
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	177.4 KiB

12th	529
9th	526
7th	497
10th	487
8th	482

Length

Max length	4
Median length	3
Mean length	3.4983333
Min length	3

Characters and Unicode

Total characters	10495
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	9th
2nd row	7th
3rd row	11th
4th row	12th
5th row	9th

Common Values

Value	Count	Frequency (%)
12th	529	17.6%
9th	526	17.5%
7th	497	16.6%
10th	487	16.2%
8th	482	16.1%
11th	479	16.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
12th	529	17.6%
9th	526	17.5%
7th	497	16.6%
10th	487	16.2%
8th	482	16.1%
11th	479	16.0%

Most occurring characters

Value	Count	Frequency (%)
t	3000	28.6%
h	3000	28.6%
1	1974	18.8%
2	529	5.0%
9	526	5.0%
7	497	4.7%
0	487	4.6%
8	482	4.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10495	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	3000	28.6%
h	3000	28.6%
1	1974	18.8%
2	529	5.0%
9	526	5.0%
7	497	4.7%
0	487	4.6%
8	482	4.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10495	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	3000	28.6%
h	3000	28.6%
1	1974	18.8%
2	529	5.0%
9	526	5.0%
7	497	4.7%
0	487	4.6%
8	482	4.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10495	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	3000	28.6%
h	3000	28.6%
1	1974	18.8%
2	529	5.0%
9	526	5.0%
7	497	4.7%
0	487	4.6%
8	482	4.6%

Daily_Usage_Hours
Real number (ℝ)

High correlation

Distinct	107
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0206667

Minimum	0
Maximum	11.5
Zeros	25
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.8
Q1	3.7
median	5
Q3	6.4
95-th percentile	8.3
Maximum	11.5
Range	11.5
Interquartile range (IQR)	2.7

Descriptive statistics

Standard deviation	1.9565008
Coefficient of variation (CV)	0.38968945
Kurtosis	-0.12081611
Mean	5.0206667
Median Absolute Deviation (MAD)	1.3
Skewness	0.016205397
Sum	15062
Variance	3.8278955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.4	74	2.5%
4.9	73	2.4%
4.3	69	2.3%
5.3	65	2.2%
5	64	2.1%
5.4	63	2.1%
4.1	62	2.1%
5.2	62	2.1%
4.7	62	2.1%
6.2	62	2.1%
Other values (97)	2344	78.1%

Value	Count	Frequency (%)
0	25	0.8%
0.1	1	< 0.1%
0.2	3	0.1%
0.3	5	0.2%
0.4	4	0.1%
0.5	2	0.1%
0.6	4	0.1%
0.7	1	< 0.1%
0.8	7	0.2%
0.9	10	0.3%

Value	Count	Frequency (%)
11.5	1	< 0.1%
11.2	1	< 0.1%
11	2	0.1%
10.9	1	< 0.1%
10.6	4	0.1%
10.5	1	< 0.1%
10.3	4	0.1%
10.2	3	0.1%
10.1	1	< 0.1%
9.8	2	0.1%

Sleep_Hours
Real number (ℝ)

Distinct	71
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4897667

Minimum	3
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	3
5-th percentile	4
Q1	5.5
median	6.5
Q3	7.5
95-th percentile	9
Maximum	10
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4907133
Coefficient of variation (CV)	0.22970214
Kurtosis	-0.29544149
Mean	6.4897667
Median Absolute Deviation (MAD)	1
Skewness	0.011854251
Sum	19469.3
Variance	2.222226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.1	89	3.0%
7.1	87	2.9%
6.5	84	2.8%
6.8	83	2.8%
5.8	81	2.7%
6.9	81	2.7%
6.6	78	2.6%
6.3	77	2.6%
6.2	75	2.5%
6.7	74	2.5%
Other values (61)	2191	73.0%

Value	Count	Frequency (%)
3	37	1.2%
3.1	8	0.3%
3.2	6	0.2%
3.3	10	0.3%
3.4	13	0.4%
3.5	9	0.3%
3.6	15	0.5%
3.7	5	0.2%
3.8	20	0.7%
3.9	24	0.8%

Value	Count	Frequency (%)
10	36	1.2%
9.9	9	0.3%
9.8	8	0.3%
9.7	11	0.4%
9.6	4	0.1%
9.5	13	0.4%
9.4	7	0.2%
9.3	18	0.6%
9.2	17	0.6%
9.1	21	0.7%

Academic_Performance
Real number (ℝ)

Distinct	51
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.947333

Minimum	50
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	50
5-th percentile	52
Q1	62
median	75
Q3	88
95-th percentile	98
Maximum	100
Range	50
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	14.684156
Coefficient of variation (CV)	0.19592633
Kurtosis	-1.2057006
Mean	74.947333
Median Absolute Deviation (MAD)	13
Skewness	-0.0036031823
Sum	224842
Variance	215.62443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	80	2.7%
98	72	2.4%
62	69	2.3%
59	69	2.3%
82	68	2.3%
57	68	2.3%
84	66	2.2%
75	66	2.2%
77	66	2.2%
85	65	2.2%
Other values (41)	2311	77.0%

Value	Count	Frequency (%)
50	62	2.1%
51	64	2.1%
52	50	1.7%
53	54	1.8%
54	55	1.8%
55	56	1.9%
56	58	1.9%
57	68	2.3%
58	62	2.1%
59	69	2.3%

Value	Count	Frequency (%)
100	56	1.9%
99	44	1.5%
98	72	2.4%
97	56	1.9%
96	60	2.0%
95	62	2.1%
94	43	1.4%
93	80	2.7%
92	46	1.5%
91	54	1.8%

Social_Interactions
Real number (ℝ)

Zeros

Distinct	11
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0976667

Minimum	0
Maximum	10
Zeros	257
Zeros (%)	8.6%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	10
Maximum	10
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.1393332
Coefficient of variation (CV)	0.61583729
Kurtosis	-1.207441
Mean	5.0976667
Median Absolute Deviation (MAD)	3
Skewness	-0.054093172
Sum	15293
Variance	9.855413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
8	318	10.6%
5	284	9.5%
9	276	9.2%
6	275	9.2%
4	272	9.1%
3	268	8.9%
1	268	8.9%
10	267	8.9%
7	267	8.9%
0	257	8.6%

Value	Count	Frequency (%)
0	257	8.6%
1	268	8.9%
2	248	8.3%
3	268	8.9%
4	272	9.1%
5	284	9.5%
6	275	9.2%
7	267	8.9%
8	318	10.6%
9	276	9.2%

Value	Count	Frequency (%)
10	267	8.9%
9	276	9.2%
8	318	10.6%
7	267	8.9%
6	275	9.2%
5	284	9.5%
4	272	9.1%
3	268	8.9%
2	248	8.3%
1	268	8.9%

Exercise_Hours
Real number (ℝ)

Zeros

Distinct	39
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0406667

Minimum	0
Maximum	4
Zeros	366
Zeros (%)	12.2%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.5
median	1
Q3	1.5
95-th percentile	2.3
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7346197
Coefficient of variation (CV)	0.70591259
Kurtosis	-0.257488
Mean	1.0406667
Median Absolute Deviation (MAD)	0.5
Skewness	0.4386385
Sum	3122
Variance	0.53966611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	366	12.2%
1.1	162	5.4%
0.9	162	5.4%
1	153	5.1%
0.8	145	4.8%
1.3	141	4.7%
1.4	129	4.3%
1.5	127	4.2%
1.2	127	4.2%
0.6	126	4.2%
Other values (29)	1362	45.4%

Value	Count	Frequency (%)
0	366	12.2%
0.1	85	2.8%
0.2	86	2.9%
0.3	90	3.0%
0.4	122	4.1%
0.5	120	4.0%
0.6	126	4.2%
0.7	120	4.0%
0.8	145	4.8%
0.9	162	5.4%

Value	Count	Frequency (%)
4	1	< 0.1%
3.7	1	< 0.1%
3.6	3	0.1%
3.5	1	< 0.1%
3.4	5	0.2%
3.3	3	0.1%
3.2	1	< 0.1%
3.1	2	0.1%
3	10	0.3%
2.9	5	0.2%

Anxiety_Level
Real number (ℝ)

Distinct	10
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.59

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8906779
Coefficient of variation (CV)	0.5171159
Kurtosis	-1.2275319
Mean	5.59
Median Absolute Deviation (MAD)	3
Skewness	-0.040637603
Sum	16770
Variance	8.3560187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	322	10.7%
9	321	10.7%
6	305	10.2%
5	303	10.1%
4	300	10.0%
2	298	9.9%
1	296	9.9%
7	296	9.9%
8	295	9.8%
3	264	8.8%

Value	Count	Frequency (%)
1	296	9.9%
2	298	9.9%
3	264	8.8%
4	300	10.0%
5	303	10.1%
6	305	10.2%
7	296	9.9%
8	295	9.8%
9	321	10.7%
10	322	10.7%

Value	Count	Frequency (%)
10	322	10.7%
9	321	10.7%
8	295	9.8%
7	296	9.9%
6	305	10.2%
5	303	10.1%
4	300	10.0%
3	264	8.8%
2	298	9.9%
1	296	9.9%

Depression_Level
Real number (ℝ)

Distinct	10
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4603333

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8715574
Coefficient of variation (CV)	0.52589416
Kurtosis	-1.2050111
Mean	5.4603333
Median Absolute Deviation (MAD)	2
Skewness	0.0053720255
Sum	16381
Variance	8.2458418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	328	10.9%
6	315	10.5%
4	312	10.4%
5	304	10.1%
9	303	10.1%
7	298	9.9%
3	290	9.7%
10	290	9.7%
8	282	9.4%
2	278	9.3%

Value	Count	Frequency (%)
1	328	10.9%
2	278	9.3%
3	290	9.7%
4	312	10.4%
5	304	10.1%
6	315	10.5%
7	298	9.9%
8	282	9.4%
9	303	10.1%
10	290	9.7%

Value	Count	Frequency (%)
10	290	9.7%
9	303	10.1%
8	282	9.4%
7	298	9.9%
6	315	10.5%
5	304	10.1%
4	312	10.4%
3	290	9.7%
2	278	9.3%
1	328	10.9%

Self_Esteem
Real number (ℝ)

Distinct	10
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5463333

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8607542
Coefficient of variation (CV)	0.51579197
Kurtosis	-1.2105869
Mean	5.5463333
Median Absolute Deviation (MAD)	2
Skewness	-0.050609824
Sum	16639
Variance	8.1839145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	336	11.2%
6	321	10.7%
9	319	10.6%
1	310	10.3%
3	305	10.2%
8	295	9.8%
10	285	9.5%
4	280	9.3%
5	279	9.3%
2	270	9.0%

Value	Count	Frequency (%)
1	310	10.3%
2	270	9.0%
3	305	10.2%
4	280	9.3%
5	279	9.3%
6	321	10.7%
7	336	11.2%
8	295	9.8%
9	319	10.6%
10	285	9.5%

Value	Count	Frequency (%)
10	285	9.5%
9	319	10.6%
8	295	9.8%
7	336	11.2%
6	321	10.7%
5	279	9.3%
4	280	9.3%
3	305	10.2%
2	270	9.0%
1	310	10.3%

Parental_Control
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	170.0 KiB

1	1522
0	1478

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	1522	50.7%
0	1478	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1522	50.7%
0	1478	49.3%

Most occurring characters

Value	Count	Frequency (%)
1	1522	50.7%
0	1478	49.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1522	50.7%
0	1478	49.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1522	50.7%
0	1478	49.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1522	50.7%
0	1478	49.3%

Screen_Time_Before_Bed
Real number (ℝ)

Zeros

Distinct	27
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0067333

Minimum	0
Maximum	2.6
Zeros	89
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	0.7
median	1
Q3	1.4
95-th percentile	1.8
Maximum	2.6
Range	2.6
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.49287825
Coefficient of variation (CV)	0.48958174
Kurtosis	-0.34892062
Mean	1.0067333
Median Absolute Deviation (MAD)	0.3
Skewness	0.098428526
Sum	3020.2
Variance	0.24292897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
1	233	7.8%
1.1	229	7.6%
0.8	229	7.6%
0.9	218	7.3%
1.2	201	6.7%
0.7	199	6.6%
1.3	198	6.6%
0.6	194	6.5%
1.4	173	5.8%
1.5	172	5.7%
Other values (17)	954	31.8%

Value	Count	Frequency (%)
0	89	3.0%
0.1	47	1.6%
0.2	66	2.2%
0.3	88	2.9%
0.4	109	3.6%
0.5	143	4.8%
0.6	194	6.5%
0.7	199	6.6%
0.8	229	7.6%
0.9	218	7.3%

Value	Count	Frequency (%)
2.6	1	< 0.1%
2.5	2	0.1%
2.4	8	0.3%
2.3	4	0.1%
2.2	14	0.5%
2.1	28	0.9%
2	31	1.0%
1.9	49	1.6%
1.8	61	2.0%
1.7	91	3.0%

Phone_Checks_Per_Day
Real number (ℝ)

Distinct	131
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.093

Minimum	20
Maximum	150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	20
5-th percentile	25
Q1	51
median	82
Q3	115.25
95-th percentile	144
Maximum	150
Range	130
Interquartile range (IQR)	64.25

Descriptive statistics

Standard deviation	37.747044
Coefficient of variation (CV)	0.45427465
Kurtosis	-1.1737317
Mean	83.093
Median Absolute Deviation (MAD)	32
Skewness	0.066851603
Sum	249279
Variance	1424.8393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	35	1.2%
67	34	1.1%
58	32	1.1%
26	32	1.1%
22	32	1.1%
129	31	1.0%
119	31	1.0%
76	31	1.0%
83	31	1.0%
32	30	1.0%
Other values (121)	2681	89.4%

Value	Count	Frequency (%)
20	28	0.9%
21	25	0.8%
22	32	1.1%
23	18	0.6%
24	29	1.0%
25	23	0.8%
26	32	1.1%
27	21	0.7%
28	21	0.7%
29	25	0.8%

Value	Count	Frequency (%)
150	19	0.6%
149	21	0.7%
148	20	0.7%
147	16	0.5%
146	27	0.9%
145	19	0.6%
144	30	1.0%
143	22	0.7%
142	20	0.7%
141	29	1.0%

Apps_Used_Daily
Real number (ℝ)

Distinct	16
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.609333

Minimum	5
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	5
5-th percentile	5
Q1	9
median	13
Q3	17
95-th percentile	20
Maximum	20
Range	15
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.6114858
Coefficient of variation (CV)	0.36572003
Kurtosis	-1.2125256
Mean	12.609333
Median Absolute Deviation (MAD)	4
Skewness	-0.035907635
Sum	37828
Variance	21.265801
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
14	202	6.7%
6	200	6.7%
19	198	6.6%
17	198	6.6%
18	195	6.5%
11	195	6.5%
12	193	6.4%
16	191	6.4%
20	188	6.3%
7	184	6.1%
Other values (6)	1056	35.2%

Value	Count	Frequency (%)
5	173	5.8%
6	200	6.7%
7	184	6.1%
8	176	5.9%
9	175	5.8%
10	173	5.8%
11	195	6.5%
12	193	6.4%
13	183	6.1%
14	202	6.7%

Value	Count	Frequency (%)
20	188	6.3%
19	198	6.6%
18	195	6.5%
17	198	6.6%
16	191	6.4%
15	176	5.9%
14	202	6.7%
13	183	6.1%
12	193	6.4%
11	195	6.5%

Time_on_Social_Media
Real number (ℝ)

Distinct	51
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4992333

Minimum	0
Maximum	5
Zeros	21
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.9
Q1	1.8
median	2.5
Q3	3.2
95-th percentile	4.2
Maximum	5
Range	5
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	0.98820119
Coefficient of variation (CV)	0.39540173
Kurtosis	-0.2132298
Mean	2.4992333
Median Absolute Deviation (MAD)	0.7
Skewness	0.066972991
Sum	7497.7
Variance	0.97654159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.7	127	4.2%
2.2	126	4.2%
2.8	122	4.1%
2.6	118	3.9%
2.5	116	3.9%
3	113	3.8%
2.3	112	3.7%
1.9	112	3.7%
2.1	111	3.7%
1.8	107	3.6%
Other values (41)	1836	61.2%

Value	Count	Frequency (%)
0	21	0.7%
0.1	1	< 0.1%
0.2	9	0.3%
0.3	7	0.2%
0.4	14	0.5%
0.5	17	0.6%
0.6	15	0.5%
0.7	26	0.9%
0.8	28	0.9%
0.9	31	1.0%

Value	Count	Frequency (%)
5	27	0.9%
4.9	13	0.4%
4.8	8	0.3%
4.7	7	0.2%
4.6	13	0.4%
4.5	15	0.5%
4.4	23	0.8%
4.3	24	0.8%
4.2	25	0.8%
4.1	31	1.0%

Time_on_Gaming
Real number (ℝ)

Zeros

Distinct	41
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5252667

Minimum	0
Maximum	4
Zeros	205
Zeros (%)	6.8%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.8
median	1.5
Q3	2.2
95-th percentile	3.1
Maximum	4
Range	4
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	0.93270122
Coefficient of variation (CV)	0.61150043
Kurtosis	-0.49820636
Mean	1.5252667
Median Absolute Deviation (MAD)	0.7
Skewness	0.25901082
Sum	4575.8
Variance	0.86993157
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	205	6.8%
1.7	140	4.7%
1.6	131	4.4%
1.2	130	4.3%
1	122	4.1%
1.4	122	4.1%
1.5	120	4.0%
1.3	120	4.0%
1.8	110	3.7%
1.9	103	3.4%
Other values (31)	1697	56.6%

Value	Count	Frequency (%)
0	205	6.8%
0.1	52	1.7%
0.2	59	2.0%
0.3	62	2.1%
0.4	65	2.2%
0.5	67	2.2%
0.6	83	2.8%
0.7	89	3.0%
0.8	82	2.7%
0.9	90	3.0%

Value	Count	Frequency (%)
4	25	0.8%
3.9	2	0.1%
3.8	7	0.2%
3.7	12	0.4%
3.6	15	0.5%
3.5	10	0.3%
3.4	16	0.5%
3.3	26	0.9%
3.2	29	1.0%
3.1	48	1.6%

Time_on_Education
Real number (ℝ)

Zeros

Distinct	31
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0163333

Minimum	0
Maximum	3
Zeros	250
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.5
median	1
Q3	1.5
95-th percentile	2.105
Maximum	3
Range	3
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.64834148
Coefficient of variation (CV)	0.63792208
Kurtosis	-0.3986376
Mean	1.0163333
Median Absolute Deviation (MAD)	0.5
Skewness	0.34019802
Sum	3049
Variance	0.42034667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	250	8.3%
0.8	194	6.5%
0.7	184	6.1%
1	182	6.1%
1.1	164	5.5%
0.9	160	5.3%
1.2	157	5.2%
1.4	144	4.8%
0.5	139	4.6%
1.3	139	4.6%
Other values (21)	1287	42.9%

Value	Count	Frequency (%)
0	250	8.3%
0.1	74	2.5%
0.2	96	3.2%
0.3	105	3.5%
0.4	120	4.0%
0.5	139	4.6%
0.6	123	4.1%
0.7	184	6.1%
0.8	194	6.5%
0.9	160	5.3%

Value	Count	Frequency (%)
3	10	0.3%
2.9	3	0.1%
2.8	6	0.2%
2.7	4	0.1%
2.6	17	0.6%
2.5	13	0.4%
2.4	24	0.8%
2.3	30	1.0%
2.2	43	1.4%
2.1	45	1.5%

Phone_Usage_Purpose
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	190.4 KiB

Browsing	627
Other	622
Education	602
Social Media	575
Gaming	574

Length

Max length	12
Median length	8
Mean length	7.9626667
Min length	5

Characters and Unicode

Total characters	23888
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Browsing
2nd row	Browsing
3rd row	Education
4th row	Social Media
5th row	Gaming

Common Values

Value	Count	Frequency (%)
Browsing	627	20.9%
Other	622	20.7%
Education	602	20.1%
Social Media	575	19.2%
Gaming	574	19.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
browsing	627	17.5%
other	622	17.4%
education	602	16.8%
social	575	16.1%
media	575	16.1%
gaming	574	16.1%

Most occurring characters

Value	Count	Frequency (%)
i	2953	12.4%
a	2326	9.7%
o	1804	7.6%
n	1803	7.5%
r	1249	5.2%
t	1224	5.1%
g	1201	5.0%
e	1197	5.0%
c	1177	4.9%
d	1177	4.9%
Other values (13)	7777	32.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	23888	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	2953	12.4%
a	2326	9.7%
o	1804	7.6%
n	1803	7.5%
r	1249	5.2%
t	1224	5.1%
g	1201	5.0%
e	1197	5.0%
c	1177	4.9%
d	1177	4.9%
Other values (13)	7777	32.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	23888	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	2953	12.4%
a	2326	9.7%
o	1804	7.6%
n	1803	7.5%
r	1249	5.2%
t	1224	5.1%
g	1201	5.0%
e	1197	5.0%
c	1177	4.9%
d	1177	4.9%
Other values (13)	7777	32.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	23888	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	2953	12.4%
a	2326	9.7%
o	1804	7.6%
n	1803	7.5%
r	1249	5.2%
t	1224	5.1%
g	1201	5.0%
e	1197	5.0%
c	1177	4.9%
d	1177	4.9%
Other values (13)	7777	32.6%

Family_Communication
Real number (ℝ)

Distinct	10
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4596667

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	8
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8645724
Coefficient of variation (CV)	0.52467899
Kurtosis	-1.2183541
Mean	5.4596667
Median Absolute Deviation (MAD)	2
Skewness	0.011521332
Sum	16379
Variance	8.2057751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	313	10.4%
7	312	10.4%
4	305	10.2%
2	305	10.2%
1	305	10.2%
3	304	10.1%
6	298	9.9%
10	294	9.8%
5	290	9.7%
9	274	9.1%

Value	Count	Frequency (%)
1	305	10.2%
2	305	10.2%
3	304	10.1%
4	305	10.2%
5	290	9.7%
6	298	9.9%
7	312	10.4%
8	313	10.4%
9	274	9.1%
10	294	9.8%

Value	Count	Frequency (%)
10	294	9.8%
9	274	9.1%
8	313	10.4%
7	312	10.4%
6	298	9.9%
5	290	9.7%
4	305	10.2%
3	304	10.1%
2	305	10.2%
1	305	10.2%

Weekend_Usage_Hours
Real number (ℝ)

Distinct	120
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0151

Minimum	0
Maximum	14
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2.7
Q1	4.7
median	6
Q3	7.4
95-th percentile	9.4
Maximum	14
Range	14
Interquartile range (IQR)	2.7

Descriptive statistics

Standard deviation	2.0147759
Coefficient of variation (CV)	0.33495301
Kurtosis	-0.063614564
Mean	6.0151
Median Absolute Deviation (MAD)	1.3
Skewness	0.048642576
Sum	18045.3
Variance	4.0593218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.2	70	2.3%
5.7	69	2.3%
5.3	64	2.1%
6.8	64	2.1%
6.6	63	2.1%
6.5	62	2.1%
4.9	61	2.0%
6.3	60	2.0%
7.1	60	2.0%
5	59	2.0%
Other values (110)	2368	78.9%

Value	Count	Frequency (%)
0	1	< 0.1%
0.1	1	< 0.1%
0.2	1	< 0.1%
0.3	2	0.1%
0.4	1	< 0.1%
0.7	4	0.1%
0.9	3	0.1%
1	4	0.1%
1.1	3	0.1%
1.2	3	0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
12.6	1	< 0.1%
12.4	1	< 0.1%
12.3	2	0.1%
12	2	0.1%
11.8	1	< 0.1%
11.6	1	< 0.1%
11.5	2	0.1%
11.4	1	< 0.1%
11.3	1	< 0.1%

Addiction_Level
Real number (ℝ)

High correlation

Distinct	80
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.8819

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	1
5-th percentile	5.5
Q1	8
median	10
Q3	10
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.6095981
Coefficient of variation (CV)	0.18122227
Kurtosis	1.9027804
Mean	8.8819
Median Absolute Deviation (MAD)	0
Skewness	-1.54197
Sum	26645.7
Variance	2.590806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	1524	50.8%
9.9	50	1.7%
9.6	46	1.5%
8	45	1.5%
7.8	45	1.5%
9.4	44	1.5%
9.5	44	1.5%
9.3	43	1.4%
9	41	1.4%
8.4	41	1.4%
Other values (70)	1077	35.9%

Value	Count	Frequency (%)
1	1	< 0.1%
1.4	2	0.1%
2	1	< 0.1%
2.1	2	0.1%
2.2	1	< 0.1%
2.3	1	< 0.1%
2.4	1	< 0.1%
2.6	1	< 0.1%
2.8	2	0.1%
3	2	0.1%

Value	Count	Frequency (%)
10	1524	50.8%
9.9	50	1.7%
9.8	28	0.9%
9.7	37	1.2%
9.6	46	1.5%
9.5	44	1.5%
9.4	44	1.5%
9.3	43	1.4%
9.2	34	1.1%
9.1	35	1.2%

Interactions

Correlations

	Academic_Performance	Addiction_Level	Age	Anxiety_Level	Apps_Used_Daily	Daily_Usage_Hours	Depression_Level	Exercise_Hours	Family_Communication	Gender	ID	Parental_Control	Phone_Checks_Per_Day	Phone_Usage_Purpose	School_Grade	Screen_Time_Before_Bed	Self_Esteem	Sleep_Hours	Social_Interactions	Time_on_Education	Time_on_Gaming	Time_on_Social_Media	Weekend_Usage_Hours
Academic_Performance	1.000	0.014	0.023	0.003	-0.026	0.021	-0.027	0.002	-0.028	0.000	-0.013	0.039	-0.017	0.028	0.030	-0.004	-0.006	0.002	0.011	0.024	-0.029	0.041	0.015
Addiction_Level	0.014	1.000	0.025	0.019	0.325	0.639	0.002	-0.018	-0.002	0.028	0.001	0.000	0.249	0.009	0.018	0.014	-0.023	-0.218	-0.023	-0.002	0.273	0.318	0.006
Age	0.023	0.025	1.000	0.015	-0.003	0.045	0.052	0.008	-0.003	0.006	-0.036	0.000	-0.009	0.012	0.021	0.006	-0.033	0.021	-0.021	-0.000	-0.010	-0.001	-0.001
Anxiety_Level	0.003	0.019	0.015	1.000	0.007	-0.002	0.019	0.003	0.012	0.000	0.009	0.000	0.018	0.000	0.000	-0.004	0.005	0.008	0.004	0.027	0.018	0.001	-0.001
Apps_Used_Daily	-0.026	0.325	-0.003	0.007	1.000	0.021	0.019	-0.006	-0.006	0.000	-0.005	0.000	-0.008	0.026	0.015	0.027	-0.028	0.026	-0.026	-0.000	0.010	0.028	-0.027
Daily_Usage_Hours	0.021	0.639	0.045	-0.002	0.021	1.000	0.013	-0.010	0.001	0.018	-0.001	0.060	0.007	0.025	0.013	0.012	-0.001	0.011	-0.028	0.004	-0.007	-0.012	0.025
Depression_Level	-0.027	0.002	0.052	0.019	0.019	0.013	1.000	-0.017	-0.013	0.000	0.005	0.000	-0.002	0.000	0.000	-0.031	-0.027	-0.011	0.024	-0.030	-0.010	0.000	-0.013
Exercise_Hours	0.002	-0.018	0.008	0.003	-0.006	-0.010	-0.017	1.000	0.009	0.000	-0.001	0.061	-0.009	0.033	0.000	0.015	-0.014	0.008	0.005	0.019	-0.015	-0.017	0.040
Family_Communication	-0.028	-0.002	-0.003	0.012	-0.006	0.001	-0.013	0.009	1.000	0.035	-0.019	0.000	-0.002	0.004	0.000	0.013	-0.025	-0.028	0.004	0.005	0.025	-0.023	0.029
Gender	0.000	0.028	0.006	0.000	0.000	0.018	0.000	0.000	0.035	1.000	0.023	0.000	0.000	0.033	0.000	0.000	0.024	0.000	0.000	0.048	0.057	0.035	0.000
ID	-0.013	0.001	-0.036	0.009	-0.005	-0.001	0.005	-0.001	-0.019	0.023	1.000	0.061	-0.037	0.034	0.000	0.007	-0.007	0.020	-0.042	0.002	0.018	0.024	0.022
Parental_Control	0.039	0.000	0.000	0.000	0.000	0.060	0.000	0.061	0.000	0.000	0.061	1.000	0.032	0.026	0.000	0.027	0.000	0.000	0.021	0.020	0.000	0.033	0.000
Phone_Checks_Per_Day	-0.017	0.249	-0.009	0.018	-0.008	0.007	-0.002	-0.009	-0.002	0.000	-0.037	0.032	1.000	0.000	0.000	0.012	-0.006	0.001	0.012	-0.026	0.010	0.005	-0.025
Phone_Usage_Purpose	0.028	0.009	0.012	0.000	0.026	0.025	0.000	0.033	0.004	0.033	0.034	0.026	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.025
School_Grade	0.030	0.018	0.021	0.000	0.015	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.008	0.025	0.021	0.032	0.023	0.032	0.010
Screen_Time_Before_Bed	-0.004	0.014	0.006	-0.004	0.027	0.012	-0.031	0.015	0.013	0.000	0.007	0.027	0.012	0.000	0.000	1.000	-0.001	-0.003	-0.019	0.034	0.009	-0.006	0.042
Self_Esteem	-0.006	-0.023	-0.033	0.005	-0.028	-0.001	-0.027	-0.014	-0.025	0.024	-0.007	0.000	-0.006	0.000	0.008	-0.001	1.000	0.013	0.008	-0.010	-0.013	-0.007	-0.043
Sleep_Hours	0.002	-0.218	0.021	0.008	0.026	0.011	-0.011	0.008	-0.028	0.000	0.020	0.000	0.001	0.000	0.025	-0.003	0.013	1.000	-0.016	-0.010	0.008	-0.011	-0.003
Social_Interactions	0.011	-0.023	-0.021	0.004	-0.026	-0.028	0.024	0.005	0.004	0.000	-0.042	0.021	0.012	0.000	0.021	-0.019	0.008	-0.016	1.000	-0.009	-0.008	0.004	-0.021
Time_on_Education	0.024	-0.002	-0.000	0.027	-0.000	0.004	-0.030	0.019	0.005	0.048	0.002	0.020	-0.026	0.000	0.032	0.034	-0.010	-0.010	-0.009	1.000	-0.002	0.010	-0.037
Time_on_Gaming	-0.029	0.273	-0.010	0.018	0.010	-0.007	-0.010	-0.015	0.025	0.057	0.018	0.000	0.010	0.000	0.023	0.009	-0.013	0.008	-0.008	-0.002	1.000	-0.018	0.034
Time_on_Social_Media	0.041	0.318	-0.001	0.001	0.028	-0.012	0.000	-0.017	-0.023	0.035	0.024	0.033	0.005	0.000	0.032	-0.006	-0.007	-0.011	0.004	0.010	-0.018	1.000	-0.012
Weekend_Usage_Hours	0.015	0.006	-0.001	-0.001	-0.027	0.025	-0.013	0.040	0.029	0.000	0.022	0.000	-0.025	0.025	0.010	0.042	-0.043	-0.003	-0.021	-0.037	0.034	-0.012	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	ID	Name	Age	Gender	Location	School_Grade	Daily_Usage_Hours	Sleep_Hours	Academic_Performance	Social_Interactions	Exercise_Hours	Anxiety_Level	Depression_Level	Self_Esteem	Screen_Time_Before_Bed	Phone_Checks_Per_Day	Apps_Used_Daily	Time_on_Social_Media	Time_on_Gaming	Time_on_Education	Phone_Usage_Purpose	Family_Communication	Weekend_Usage_Hours	Addiction_Level
0	1	Shannon Francis	13	Female	Hansonfort	9th	4.0	6.1	78	5	0.1	10	3	8	1.4	86	19	3.6	1.7	1.2	Browsing	4	8.7	10.0
1	2	Scott Rodriguez	17	Female	Theodorefort	7th	5.5	6.5	70	5	0.0	3	7	3	0.9	96	9	1.1	4.0	1.8	Browsing	2	5.3	10.0
2	3	Adrian Knox	13	Other	Lindseystad	11th	5.8	5.5	93	8	0.8	2	3	10	0.5	137	8	0.3	1.5	0.4	Education	6	5.7	9.2
3	4	Brittany Hamilton	18	Female	West Anthony	12th	3.1	3.9	78	8	1.6	9	10	3	1.4	128	7	3.1	1.6	0.8	Social Media	8	3.0	9.8
4	5	Steven Smith	14	Other	Port Lindsaystad	9th	2.5	6.7	56	4	1.1	1	5	1	1.0	96	20	2.6	0.9	1.1	Gaming	10	3.7	8.6
5	6	Mary Adams	13	Female	East Angelachester	10th	3.9	6.3	89	3	0.7	7	1	3	1.1	135	8	3.8	0.0	1.4	Social Media	7	6.0	8.8
6	7	Hailey Moses	16	Male	North Jeffrey	11th	6.3	6.7	89	3	0.9	6	7	9	0.8	129	9	1.8	2.7	1.0	Education	7	7.8	10.0
7	8	Veronica Marshall	13	Other	Jenniferport	10th	5.1	6.1	70	2	2.2	5	6	8	1.0	34	7	2.3	1.6	0.5	Browsing	9	8.0	8.0
8	9	Edward Avila	13	Male	Leebury	8th	3.0	9.1	79	0	1.8	1	7	6	0.9	70	13	2.7	2.2	1.3	Education	10	9.1	7.3
9	10	James Carter	18	Other	Prestonview	11th	3.9	5.8	89	8	1.1	9	1	9	0.9	121	13	2.7	0.4	1.0	Other	9	2.9	9.1

	ID	Name	Age	Gender	Location	School_Grade	Daily_Usage_Hours	Sleep_Hours	Academic_Performance	Social_Interactions	Exercise_Hours	Anxiety_Level	Depression_Level	Self_Esteem	Parental_Control	Screen_Time_Before_Bed	Phone_Checks_Per_Day	Apps_Used_Daily	Time_on_Social_Media	Time_on_Gaming	Time_on_Education	Phone_Usage_Purpose	Family_Communication	Weekend_Usage_Hours	Addiction_Level
2990	2991	Lauren Ballard	13	Female	East John	10th	2.8	5.6	92	4	1.1	7	10	7	1	1.1	77	10	3.7	3.4	0.7	Social Media	5	7.1	10.0
2991	2992	Christina Davila	16	Male	Heatherfurt	11th	6.3	5.7	87	8	2.9	6	1	8	1	0.2	36	5	2.1	2.3	2.0	Social Media	8	6.6	9.6
2992	2993	Joseph Watkins	15	Other	Emilystad	10th	3.2	4.3	71	8	2.1	6	6	8	1	1.3	28	10	4.9	0.0	0.5	Browsing	1	10.0	8.5
2993	2994	Sandra Acevedo	17	Other	Robertsville	12th	9.0	6.9	84	0	0.6	1	2	7	1	0.6	26	6	1.9	1.1	2.1	Social Media	2	7.4	10.0
2994	2995	Calvin Larsen	17	Female	Marieland	12th	3.7	9.6	67	2	0.3	10	6	9	0	1.0	95	7	1.3	0.0	1.1	Social Media	8	6.1	3.5
2995	2996	Jesus Yates	16	Female	New Jennifer	12th	3.9	6.4	53	4	0.9	7	10	2	1	0.3	80	15	2.7	1.8	1.0	Other	8	9.4	9.8
2996	2997	Bethany Murray	13	Female	Richardport	8th	3.6	7.3	93	5	0.0	8	8	9	1	0.9	45	8	3.1	0.0	0.3	Gaming	9	5.2	5.5
2997	2998	Norman Hughes	14	Other	Rebeccaton	7th	3.2	6.5	98	1	0.0	4	3	9	0	0.2	51	13	2.4	0.2	2.4	Social Media	9	5.9	6.2
2998	2999	Barbara Hinton	17	Female	Ramirezmouth	9th	6.7	7.5	67	3	0.2	3	5	9	0	1.6	125	17	1.7	2.6	1.5	Browsing	4	6.1	10.0
2999	3000	Curtis Johnson	17	Male	Lake Alexander	10th	3.5	6.9	79	4	2.1	4	5	5	1	0.6	117	8	0.0	2.3	0.1	Education	7	5.1	6.3

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample